{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "def get_hist_k_data(code,start_date,end_date,frequency='d')->pd.DataFrame:\n",
    "    \"\"\"\n",
    "    获取历史K线数据\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    import baostock as bs\n",
    "    bs.login()\n",
    "    rs = bs.query_history_k_data_plus(code,\"date,code,open,high,low,close,preclose,volume,amount,pctChg\",start_date,end_date,frequency=frequency)\n",
    "    data_list = []\n",
    "    while (rs.error_code == '0') & rs.next():\n",
    "        # 获取一条记录，将记录合并在一起\n",
    "        data_list.append(rs.get_row_data())\n",
    "    result = pd.DataFrame(data_list, columns=rs.fields)\n",
    "    result.open = result.open.astype(float)\n",
    "    result.high = result.high.astype(float)\n",
    "    result.low = result.low.astype(float)\n",
    "    result.close = result.close.astype(float)\n",
    "    result.volume = result.volume.astype(float)\n",
    "    result.amount = result.amount.astype(float)\n",
    "    result.date= pd.to_datetime(result.date)\n",
    "    result.set_index('date',inplace=True)\n",
    "    bs.logout()\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "login success!\n",
      "logout success!\n"
     ]
    }
   ],
   "source": [
    "# 获取股票数据\n",
    "stock_symbol = 'sz.000001'\n",
    "start_date = '2022-10-01'\n",
    "end_date = '2024-07-17'\n",
    "data = get_hist_k_data(stock_symbol, start_date, end_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mplfinance as mpf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制 OHLC 数据\n",
    "mpf.plot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制蜡烛图\n",
    "mpf.plot(data,type='candle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制线图\n",
    "mpf.plot(data,type='line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制砖型图\n",
    "mpf.plot(data, type='renko')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制移动平均线\n",
    "mpf.plot(data, type='candle', mav=(5, 10, 20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制成交量\n",
    "mpf.plot(data,type='candle',mav=(3,6,9),volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#展示非交易日间隔\n",
    "mpf.plot(data,type='candle',mav=(3,6,9),volume=True,show_nontrading=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#自定义图表样式\n",
    "market_colors = mpf.make_marketcolors(up= 'red' , down= 'green' , \n",
    "                                      edge= 'black' , \n",
    "                                      wick={ 'up' : 'orange' , 'down' : 'blue' }, \n",
    "                                      volume= 'purple' , \n",
    "                                      ohlc= 'black' ) \n",
    "my_style = mpf.make_mpf_style(marketcolors=market_colors) \n",
    "mpf.plot(data, type = 'candle' , style=my_style)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可视化支撑线和阻力线\n",
    "max_c = data['close'].max()\n",
    "min_c = data['close'].min()\n",
    "mpf.plot(data, \n",
    "         hlines=dict(hlines=[min_c, max_c], colors=[ 'red' , 'green' ], linestyle= '-.' ), \n",
    "         type = 'candle' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可视化趋势线\n",
    "max_high = data['low'].max()\n",
    "min_low = data['low'].min()\n",
    "max_index = data.index[data['low'] == max_high].item()\n",
    "min_index = data.index[data['low'] == min_low].item()\n",
    "max_date_str = max_index.strftime(\"%Y-%m-%d\")\n",
    "min_date_str = min_index.strftime(\"%Y-%m-%d\")\n",
    "two_points = [(min_date_str, min_low), (max_index, max_high)]\n",
    "\n",
    "mpf.plot(data, type='candle', alines=two_points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制阴影\n",
    "from datetime import datetime,timedelta\n",
    "last_month_date = datetime.now() - timedelta(days=10)\n",
    "last_month_date_str = last_month_date.strftime(\"%Y-%m-%d\")\n",
    "mpf.plot(data, type='candle', vlines=dict(vlines=last_month_date_str, linewidths=50, alpha=0.3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制填充\n",
    "mpf.plot(data, type='line', fill_between=data['close'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#添加辅助点\n",
    "import numpy as np\n",
    "# 计算极值\n",
    "data['极大值'] = np.where(data['close'] == data['close'].rolling(30,center=True).max(),data['close']*1.01,np.nan)\n",
    "data['极小值'] = np.where(data['close'] == data['close'].rolling(30,center=True).min(),data['close']*0.99,np.nan)\n",
    "\n",
    "# 画点\n",
    "apds=[\n",
    "    mpf.make_addplot(data['极小值'],type='scatter',markersize=200,marker='^'),\n",
    "    mpf.make_addplot(data['极大值'],type='scatter',markersize=200,marker='v'),\n",
    "]\n",
    "mpf.plot(data, type=\"candle\", addplot=apds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算ma10\n",
    "ma10 = data.close.rolling(10).mean()\n",
    "# 画点\n",
    "apds=[\n",
    "    mpf.make_addplot(data['极小值'],type='scatter',markersize=200,marker='^'),\n",
    "    mpf.make_addplot(data['极大值'],type='scatter',markersize=200,marker='v'),\n",
    "    mpf.make_addplot(ma10,color='black')\n",
    "]\n",
    "mpf.plot(data, type=\"candle\", volume=True ,addplot=apds)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "plot4fa",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
